Face recognition by neural network using bit-planes extracted from an image
An 8-bit digital image consists of 256 levels of gray-value and 8 layers of multilevel information of bits known as bit-plane information. A novel method utilizing higher order bit-plane information that contains majority of visually signi_cant data and dummy blank images as inputs to a multilayer f...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Binary Information Press
2013
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| Subjects: | |
| Online Access: | http://ir.unimas.my/id/eprint/15852/ http://ir.unimas.my/id/eprint/15852/1/Face_Recognition_by_Neural_Network_Using_Bit-plane%20%28abstrak%29.pdf |
| _version_ | 1848837939846447104 |
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| author | Ting, K.C Tan, J.Y.B. Lee, T.Z Bong, David B L |
| author_facet | Ting, K.C Tan, J.Y.B. Lee, T.Z Bong, David B L |
| author_sort | Ting, K.C |
| building | UNIMAS Institutional Repository |
| collection | Online Access |
| description | An 8-bit digital image consists of 256 levels of gray-value and 8 layers of multilevel information of bits known as bit-plane information. A novel method utilizing higher order bit-plane information that contains majority of visually signi_cant data and dummy blank images as inputs to a multilayer feedforward Neural Network (NN) is proposed in this paper to perform face recognition. Experiments performed on the proposed face recognition model using two face databases, namely CMU AMP face expression database and Yale face database, show improvement in recognition rate compared to using only gray-level images as inputs to the NN. |
| first_indexed | 2025-11-15T06:47:38Z |
| format | Article |
| id | unimas-15852 |
| institution | Universiti Malaysia Sarawak |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T06:47:38Z |
| publishDate | 2013 |
| publisher | Binary Information Press |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | unimas-158522017-05-03T00:37:45Z http://ir.unimas.my/id/eprint/15852/ Face recognition by neural network using bit-planes extracted from an image Ting, K.C Tan, J.Y.B. Lee, T.Z Bong, David B L QA75 Electronic computers. Computer science An 8-bit digital image consists of 256 levels of gray-value and 8 layers of multilevel information of bits known as bit-plane information. A novel method utilizing higher order bit-plane information that contains majority of visually signi_cant data and dummy blank images as inputs to a multilayer feedforward Neural Network (NN) is proposed in this paper to perform face recognition. Experiments performed on the proposed face recognition model using two face databases, namely CMU AMP face expression database and Yale face database, show improvement in recognition rate compared to using only gray-level images as inputs to the NN. Binary Information Press 2013 Article PeerReviewed text en http://ir.unimas.my/id/eprint/15852/1/Face_Recognition_by_Neural_Network_Using_Bit-plane%20%28abstrak%29.pdf Ting, K.C and Tan, J.Y.B. and Lee, T.Z and Bong, David B L (2013) Face recognition by neural network using bit-planes extracted from an image. Journal of Information & Computational Science, 10 (16). pp. 1-9. ISSN 1548-7741 http://www.jic.org.uk/ DOI: 10.12733/jics20102079 |
| spellingShingle | QA75 Electronic computers. Computer science Ting, K.C Tan, J.Y.B. Lee, T.Z Bong, David B L Face recognition by neural network using bit-planes extracted from an image |
| title | Face recognition by neural network using bit-planes extracted from an image |
| title_full | Face recognition by neural network using bit-planes extracted from an image |
| title_fullStr | Face recognition by neural network using bit-planes extracted from an image |
| title_full_unstemmed | Face recognition by neural network using bit-planes extracted from an image |
| title_short | Face recognition by neural network using bit-planes extracted from an image |
| title_sort | face recognition by neural network using bit-planes extracted from an image |
| topic | QA75 Electronic computers. Computer science |
| url | http://ir.unimas.my/id/eprint/15852/ http://ir.unimas.my/id/eprint/15852/ http://ir.unimas.my/id/eprint/15852/ http://ir.unimas.my/id/eprint/15852/1/Face_Recognition_by_Neural_Network_Using_Bit-plane%20%28abstrak%29.pdf |